{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b05be39e",
   "metadata": {
    "origin_pos": 0
   },
   "source": [
    "# 参数管理\n",
    "\n",
    "在选择了架构并设置了超参数后，我们就进入了训练阶段。\n",
    "此时，我们的目标是找到使损失函数最小化的模型参数值。\n",
    "经过训练后，我们将需要使用这些参数来做出未来的预测。\n",
    "此外，有时我们希望提取参数，以便在其他环境中复用它们，\n",
    "将模型保存下来，以便它可以在其他软件中执行，\n",
    "或者为了获得科学的理解而进行检查。\n",
    "\n",
    "之前的介绍中，我们只依靠深度学习框架来完成训练的工作，\n",
    "而忽略了操作参数的具体细节。\n",
    "本节，我们将介绍以下内容：\n",
    "\n",
    "* 访问参数，用于调试、诊断和可视化；\n",
    "* 参数初始化；\n",
    "* 在不同模型组件间共享参数。\n",
    "\n",
    "(**我们首先看一下具有单隐藏层的多层感知机。**)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ab7ef7a0",
   "metadata": {
    "origin_pos": 2,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[-0.0606],\n",
       "        [-0.1188]], grad_fn=<AddmmBackward0>)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "\n",
    "net = nn.Sequential(nn.Linear(4, 8), nn.ReLU(), nn.Linear(8, 1))  # 传入的三个：net[0],net[1],net[2]\n",
    "X = torch.rand(size=(2, 4))  # 生成随机size=(2, 4)的输入，2指的是batch size\n",
    "net(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa004a12",
   "metadata": {
    "origin_pos": 5
   },
   "source": [
    "## [**参数访问**]\n",
    "\n",
    "我们从已有模型中访问参数。\n",
    "当通过`Sequential`类定义模型时，\n",
    "我们可以通过索引来访问模型的任意层。\n",
    "这就像模型是一个列表一样，每层的参数都在其属性中。\n",
    "如下所示，我们可以检查第二个全连接层的参数。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5e2fff9a",
   "metadata": {
    "origin_pos": 7,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OrderedDict([('weight', tensor([[-0.1403,  0.0922, -0.1609, -0.1838,  0.3141,  0.0916, -0.1625, -0.0127]])), ('bias', tensor([-0.1967]))])\n"
     ]
    }
   ],
   "source": [
    "print(net[2].state_dict())  # state_dict()拿出net中第3层的参数，有weight和bias(偏置)两个参数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b77c779c",
   "metadata": {
    "origin_pos": 9
   },
   "source": [
    "输出的结果告诉我们一些重要的事情：\n",
    "首先，这个全连接层包含两个参数，分别是该层的权重和偏置。\n",
    "两者都存储为单精度浮点数（float32）。\n",
    "注意，参数名称允许唯一标识每个参数，即使在包含数百个层的网络中也是如此。\n",
    "\n",
    "### [**目标参数**]\n",
    "\n",
    "注意，每个参数都表示为参数类的一个实例。\n",
    "要对参数执行任何操作，首先我们需要访问底层的数值。\n",
    "有几种方法可以做到这一点。有些比较简单，而另一些则比较通用。\n",
    "下面的代码从第二个全连接层（即第三个神经网络层）提取偏置，\n",
    "提取后返回的是一个参数类实例，并进一步访问该参数的值。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d0682fff",
   "metadata": {
    "origin_pos": 11,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'torch.nn.parameter.Parameter'>\n",
      "Parameter containing:\n",
      "tensor([-0.1967], requires_grad=True)\n",
      "tensor([-0.1967])\n"
     ]
    }
   ],
   "source": [
    "print(type(net[2].bias))  # Parameter指的是可以优化的参数，这是一个type\n",
    "print(net[2].bias)  # 输出：Parameter containing: tensor([0.1474], requires_grad=True)\n",
    "print(net[2].bias.data)  # .data访问值本身，.grad来访问梯度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b90565b1",
   "metadata": {
    "origin_pos": 14,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "参数是复合的对象，包含值、梯度和额外信息。\n",
    "这就是我们需要显式参数值的原因。\n",
    "除了值之外，我们还可以访问每个参数的梯度。\n",
    "在上面这个网络中，由于我们还没有调用反向传播，所以参数的梯度处于初始状态。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3cf4d55b",
   "metadata": {
    "origin_pos": 16,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net[2].weight.grad == None  # .data访问值本身，.grad来访问梯度，咱这里还没做反向计算，还没有梯度\n",
    "# 对损失函数求导，用反向传播(链式法则)，最后使用优化算法(如SGD、Adam等)一次性更新网络的参数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01e647c1",
   "metadata": {
    "origin_pos": 17
   },
   "source": [
    "### [**一次性访问所有参数**]\n",
    "\n",
    "当我们需要对所有参数执行操作时，逐个访问它们可能会很麻烦。\n",
    "当我们处理更复杂的块（例如，嵌套块）时，情况可能会变得特别复杂，\n",
    "因为我们需要递归整个树来提取每个子块的参数。\n",
    "下面，我们将通过演示来比较访问第一个全连接层的参数和访问所有层。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "916939ce",
   "metadata": {
    "origin_pos": 19,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('weight', torch.Size([8, 4])) ('bias', torch.Size([8]))\n",
      "('0.weight', torch.Size([8, 4])) ('0.bias', torch.Size([8])) ('2.weight', torch.Size([1, 8])) ('2.bias', torch.Size([1]))\n"
     ]
    }
   ],
   "source": [
    "print(*[(name, param.shape) for name, param in net[0].named_parameters()])  # 拿出第0个net的每个参数形状\n",
    "print(*[(name, param.shape) for name, param in net.named_parameters()])  # net[1]是nn.ReLU()，不显示\n",
    "# 这里的'weight', torch.Size([8, 4])和前面的nn.Linear(4, 8)相反，在前向传播时pytorch会自动给weight做转置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c85b454d",
   "metadata": {},
   "source": [
    "关于这个转置的问题，本人尝试询问CSDN代码大模型：C知道，回答得很不错（下方有截图）"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "8a26c799",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9cc1e2f",
   "metadata": {
    "origin_pos": 21
   },
   "source": [
    "之所以将权重矩阵设计为 (out_channels, in_channels) ，把out_channels(实际是列)放前面，是为了方便拿列来进行矩阵乘法运算，符合计算机内存布局的优化，从而提高计算效率。\n",
    "\n",
    "这为我们提供了另一种访问网络参数的方式，如下所示。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "116207ef",
   "metadata": {
    "origin_pos": 23,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-0.1967])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net.state_dict()['2.bias'].data  # net[2]的bias的值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2ae2721",
   "metadata": {
    "origin_pos": 26
   },
   "source": [
    "### [**从嵌套块收集参数**]\n",
    "\n",
    "让我们看看，如果我们将多个块相互嵌套，参数命名约定是如何工作的。\n",
    "我们首先定义一个生成块的函数（可以说是“块工厂”），然后将这些块组合到更大的块中。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "712e31fd",
   "metadata": {
    "origin_pos": 28,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0.4036],\n",
       "        [0.4036]], grad_fn=<AddmmBackward0>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def block1():\n",
    "    return nn.Sequential(nn.Linear(4, 8), nn.ReLU(),\n",
    "                         nn.Linear(8, 4), nn.ReLU())\n",
    "\n",
    "def block2():\n",
    "    net = nn.Sequential()\n",
    "    for i in range(4):\n",
    "        # 在这里嵌套\n",
    "        net.add_module(f'block {i}', block1())  # 4个 block1 拼到了一起\n",
    "    return net\n",
    "\n",
    "rgnet = nn.Sequential(block2(), nn.Linear(4, 1))\n",
    "rgnet(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac9958fb",
   "metadata": {
    "origin_pos": 31
   },
   "source": [
    "[**设计了网络后，我们看看它是如何工作的。**]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c7d7717d",
   "metadata": {
    "origin_pos": 33,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sequential(\n",
      "  (0): Sequential(\n",
      "    (block 0): Sequential(\n",
      "      (0): Linear(in_features=4, out_features=8, bias=True)\n",
      "      (1): ReLU()\n",
      "      (2): Linear(in_features=8, out_features=4, bias=True)\n",
      "      (3): ReLU()\n",
      "    )\n",
      "    (block 1): Sequential(\n",
      "      (0): Linear(in_features=4, out_features=8, bias=True)\n",
      "      (1): ReLU()\n",
      "      (2): Linear(in_features=8, out_features=4, bias=True)\n",
      "      (3): ReLU()\n",
      "    )\n",
      "    (block 2): Sequential(\n",
      "      (0): Linear(in_features=4, out_features=8, bias=True)\n",
      "      (1): ReLU()\n",
      "      (2): Linear(in_features=8, out_features=4, bias=True)\n",
      "      (3): ReLU()\n",
      "    )\n",
      "    (block 3): Sequential(\n",
      "      (0): Linear(in_features=4, out_features=8, bias=True)\n",
      "      (1): ReLU()\n",
      "      (2): Linear(in_features=8, out_features=4, bias=True)\n",
      "      (3): ReLU()\n",
      "    )\n",
      "  )\n",
      "  (1): Linear(in_features=4, out_features=1, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "print(rgnet)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c49f699",
   "metadata": {
    "origin_pos": 35
   },
   "source": [
    "因为层是分层嵌套的，所以我们也可以像通过嵌套列表索引一样访问它们。\n",
    "下面，我们访问第一个主要的块中、第二个子块的第一层的偏置项。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "939ba4d3",
   "metadata": {
    "origin_pos": 37,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-0.3955,  0.2888, -0.2878, -0.1033, -0.1986, -0.3564,  0.1886,  0.1515])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rgnet[0][1][0].bias.data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0383b6a9",
   "metadata": {
    "origin_pos": 40
   },
   "source": [
    "## 参数初始化\n",
    "\n",
    "知道了如何访问参数后，现在我们看看如何正确地初始化参数。\n",
    "我们在 :numref:`sec_numerical_stability`中讨论了良好初始化的必要性。\n",
    "深度学习框架提供默认随机初始化，\n",
    "也允许我们创建自定义初始化方法，\n",
    "满足我们通过其他规则实现初始化权重。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0418f044",
   "metadata": {
    "origin_pos": 42,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "默认情况下，PyTorch会根据一个范围均匀地初始化权重和偏置矩阵，\n",
    "这个范围是根据输入和输出维度计算出的。\n",
    "PyTorch的`nn.init`模块提供了多种预置初始化方法。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b0b932a",
   "metadata": {
    "origin_pos": 45
   },
   "source": [
    "### [**内置初始化**]\n",
    "\n",
    "让我们首先调用内置的初始化器。\n",
    "下面的代码将所有权重参数初始化为标准差为0.01的高斯随机变量，\n",
    "且将偏置参数设置为0。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2f00d5e7",
   "metadata": {
    "origin_pos": 47,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([ 0.0216, -0.0067,  0.0025,  0.0014]), tensor(0.))"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def init_normal(m):  # m指每次传入一个Module块，按照正态分布初始化参数\n",
    "    if type(m) == nn.Linear:  # 只对全连接层初始化，别的(比如relu)咱就不管啦\n",
    "        nn.init.normal_(m.weight, mean=0, std=0.01)  # 权重参数初始化为均值为0，方差为0.01\n",
    "        nn.init.zeros_(m.bias)  # 将偏置参数设置为0；末尾的“_”指函数执行后会替换bias，没有返回值\n",
    "        \n",
    "net.apply(init_normal)  # apply()相当于“for loop”循环，对net里面所有Module都执行init_normal，遍历一遍\n",
    "net[0].weight.data[0], net[0].bias.data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "753e540b",
   "metadata": {
    "origin_pos": 50
   },
   "source": [
    "我们还可以将所有参数初始化为给定的常数，比如初始化为1。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "49ee306c",
   "metadata": {
    "origin_pos": 52,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([1., 1., 1., 1.]), tensor(0.))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def init_constant(m):  # 初始化为恒定的constant(常数)，算法层面咱不能初始化为常数，这里只是展示一种可能性\n",
    "    if type(m) == nn.Linear:\n",
    "        nn.init.constant_(m.weight, 1)  # 把权重矩阵每一个元素初始化为1，实际上会导致梯度消失/爆炸等问题\n",
    "        nn.init.zeros_(m.bias)  # 这里只是展示一种拓展性\n",
    "        \n",
    "net.apply(init_constant)\n",
    "net[0].weight.data[0], net[0].bias.data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e086279d",
   "metadata": {
    "origin_pos": 55
   },
   "source": [
    "我们还可以[**对某些块应用不同的初始化方法**]。\n",
    "例如，下面我们使用Xavier初始化方法初始化第一个神经网络层，\n",
    "然后将第三个神经网络层初始化为常量值42。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1a90ffaa",
   "metadata": {
    "origin_pos": 57,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([-0.5535, -0.0212, -0.4946,  0.4913])\n",
      "tensor([[42., 42., 42., 42., 42., 42., 42., 42.]])\n"
     ]
    }
   ],
   "source": [
    "def init_xavier(m):  # xavier初始化，在数值稳定性那里讲过\n",
    "    if type(m) == nn.Linear:\n",
    "        nn.init.xavier_uniform_(m.weight)\n",
    "def init_42(m):\n",
    "    if type(m) == nn.Linear:\n",
    "        nn.init.constant_(m.weight, 42)  # 42这个梗出自《银河系漫游指南》，42是宇宙的答案~\n",
    "\n",
    "net[0].apply(init_xavier)  # 对不同的块，应用不同的初始化函数\n",
    "net[2].apply(init_42)\n",
    "print(net[0].weight.data[0])\n",
    "print(net[2].weight.data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "581dcade",
   "metadata": {
    "origin_pos": 60
   },
   "source": [
    "### [**自定义初始化**]\n",
    "\n",
    "有时，深度学习框架没有提供我们需要的初始化方法。\n",
    "在下面的例子中，我们使用以下的分布为任意权重参数$w$定义初始化方法：\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    w \\sim \\begin{cases}\n",
    "        U(5, 10) & \\text{ 可能性 } \\frac{1}{4} \\\\\n",
    "            0    & \\text{ 可能性 } \\frac{1}{2} \\\\\n",
    "        U(-10, -5) & \\text{ 可能性 } \\frac{1}{4}\n",
    "    \\end{cases}\n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12502b7c",
   "metadata": {
    "origin_pos": 62,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "同样，我们实现了一个`my_init`函数来应用到`net`。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9166f6e3",
   "metadata": {
    "origin_pos": 66,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Init weight torch.Size([8, 4])\n",
      "Init weight torch.Size([1, 8])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.0000, -8.9999,  9.9201, -9.2975],\n",
       "        [-0.0000,  0.0000,  5.7322, -0.0000]], grad_fn=<SliceBackward0>)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def my_init(m):  # 更罕见的初始化，展示一下自定义初始化，作为拓展，实际用不上\n",
    "    if type(m) == nn.Linear:\n",
    "        print(\"Init\", *[(name, param.shape)  # print一些debug信息\n",
    "                        for name, param in m.named_parameters()][0])\n",
    "        nn.init.uniform_(m.weight, -10, 10)\n",
    "        m.weight.data *= m.weight.data.abs() >= 5\n",
    "\n",
    "net.apply(my_init)\n",
    "net[0].weight[:2]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "030a52c5",
   "metadata": {
    "origin_pos": 69
   },
   "source": [
    "注意，我们始终可以直接设置参数。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5b9af1f8",
   "metadata": {
    "origin_pos": 71,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([42.0000, -7.9999, 10.9201, -8.2975])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "net[0].weight.data[:] += 1  # 更简单直接的方法，一个一个索引拿出来做替换\n",
    "net[0].weight.data[0, 0] = 42\n",
    "net[0].weight.data[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4144ff7",
   "metadata": {
    "origin_pos": 75
   },
   "source": [
    "## [**参数绑定-共享参数**]\n",
    "\n",
    "（简单应用以下之前所学，后面会用到）有时我们希望在多个层间共享参数：\n",
    "我们可以定义一个稠密层，然后使用它的参数来设置另一个层的参数。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "69660fa7",
   "metadata": {
    "origin_pos": 77,
    "tab": [
     "pytorch"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([True, True, True, True, True, True, True, True])\n",
      "tensor([True, True, True, True, True, True, True, True])\n"
     ]
    }
   ],
   "source": [
    "# 我们需要给共享层一个名称，以便可以引用它的参数\n",
    "shared = nn.Linear(8, 8)\n",
    "net = nn.Sequential(nn.Linear(4, 8), nn.ReLU(),\n",
    "                    shared, nn.ReLU(),  # 参数绑定的层，参数形状、大小完全一致\n",
    "                    shared, nn.ReLU(),  # 参数绑定，两个共享层的梯度不是一样的，但它们会累加到同一组参数上\n",
    "                    nn.Linear(8, 1))  # 在反向传播完成后，使用优化算法(如SGD、Adam等)一次性更新网络的参数\n",
    "net(X)\n",
    "# 检查参数是否相同\n",
    "print(net[2].weight.data[0] == net[4].weight.data[0])\n",
    "net[2].weight.data[0, 0] = 100  # 修改了其中一个权重\n",
    "# 确保它们实际上是同一个对象，而不只是有相同的值\n",
    "print(net[2].weight.data[0] == net[4].weight.data[0])  # 另一个也同时修改了，因为指向同一个对象(实例)shared"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81dc2c3c",
   "metadata": {
    "origin_pos": 81,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "这个例子表明第三个和第五个神经网络层的参数是绑定的。\n",
    "它们不仅值相等，而且由相同的张量表示。\n",
    "因此，如果我们改变其中一个参数，另一个参数也会改变。\n",
    "这里有一个问题：当参数绑定时，梯度会发生什么情况？\n",
    "答案是由于模型参数包含梯度，因此在反向传播期间第二个隐藏层\n",
    "（即第三个神经网络层）和第三个隐藏层（即第五个神经网络层）的梯度会加在一起。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef8e6259",
   "metadata": {
    "origin_pos": 82
   },
   "source": [
    "## 小结\n",
    "\n",
    "* 我们有几种方法可以访问、初始化和绑定模型参数。\n",
    "* 我们可以使用自定义初始化方法。\n",
    "\n",
    "## 练习\n",
    "\n",
    "1. 使用 :numref:`sec_model_construction` 中定义的`FancyMLP`模型，访问各个层的参数。\n",
    "1. 查看初始化模块文档以了解不同的初始化方法。\n",
    "1. 构建包含共享参数层的多层感知机并对其进行训练。在训练过程中，观察模型各层的参数和梯度。\n",
    "1. 为什么共享参数是个好主意？\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ead65cf9",
   "metadata": {
    "origin_pos": 84,
    "tab": [
     "pytorch"
    ]
   },
   "source": [
    "[Discussions](https://discuss.d2l.ai/t/1829)\n"
   ]
  }
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